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Machine Learning AdvancedNew

Deep Learning & Neural Networks with PyTorch

Build CNNs, transformers and generative models from first principles.

9.1K learners English Updated October 2026

Taught by Rohan Kapoor, Machine Learning Researcher

What you'll learn

  • Implement neural networks and backprop from scratch
  • Train CNNs for image classification and detection
  • Understand attention and transformer architectures
  • Fine-tune pretrained models for your own data
  • Apply regularisation, optimisation and debugging techniques

About this course

An advanced deep-dive for learners with ML basics. You'll implement neural networks from scratch, then scale up to CNNs, sequence models and transformers using PyTorch with best-practice training loops.

  • PyTorch
  • CNN
  • Transformers
  • NLP
  • Computer Vision

Syllabus overview

5 modules · 48 hrs total. Full lessons are delivered inside the Hyskilled app.

Perceptrons, backprop and optimisers.

Requirements

  • Solid Python
  • Basic ML knowledge
  • Comfort with linear algebra basics

Who this is for

  • ML practitioners
  • Engineers targeting AI research or applied-AI roles

Your instructor

RK

Rohan Kapoor

Machine Learning Researcher

  • 15,700 learners
  • 2 courses

Rohan bridges research and practice, with experience in computer vision and NLP. He explains the intuition first, then the math, then the code.

Frequently asked questions

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